How do I install the Agent Orchestration Improve Agent skill?

Run npx skillmds@latest add dokhacgiakhoa/agent-orchestration-improve-agent in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.

Is Agent Orchestration Improve Agent safe to use?

This skill has not completed SkillMD's automated safety review yet. Independent scanners report: SkillSpector: PASS, Skill Scanner: PASS. Capability flags: docs only. SkillMD never runs a skill's scripts for you; review the SKILL.md before installing.

Which AI agents work with Agent Orchestration Improve Agent?

This skill is tagged as working with Claude Code, Claude.ai, OpenAI Codex. SKILL.md is an open format, so most agents that read a skills directory can load it too.

Is Agent Orchestration Improve Agent free to use?

Yes. Installing skills from SkillMD is free, and the skill stays under its author's original license.

Who published Agent Orchestration Improve Agent?

Dokhacgiakhoa (@dokhacgiakhoa) published this skill. Their other Agent Skills are listed on their SkillMD profile.

Agent Orchestration Improve Agent by dokhacgiakhoa

Name: Agent Orchestration Improve Agent
Rating: 4.2 (5 reviews)
Author: Dokhacgiakhoa

File contents

Agent Performance Optimization Workflow

Systematic improvement of existing agents through performance analysis, prompt engineering, and continuous iteration.

[Extended thinking: Agent optimization requires a data-driven approach combining performance metrics, user feedback analysis, and advanced prompt engineering techniques. Success depends on systematic evaluation, targeted improvements, and rigorous testing with rollback capabilities for production safety.]

Use this skill when

Improving an existing agent's performance or reliability
Analyzing failure modes, prompt quality, or tool usage
Running structured A/B tests or evaluation suites
Designing iterative optimization workflows for agents

Do not use this skill when

You are building a brand-new agent from scratch
There are no metrics, feedback, or test cases available
The task is unrelated to agent performance or prompt quality

Instructions

Establish baseline metrics and collect representative examples.
Identify failure modes and prioritize high-impact fixes.
Apply prompt and workflow improvements with measurable goals.
Validate with tests and roll out changes in controlled stages.

Safety

Avoid deploying prompt changes without regression testing.
Roll back quickly if quality or safety metrics regress.

Phase 1: Performance Analysis and Baseline Metrics

Comprehensive analysis of agent performance using context-manager for historical data collection.

🧠 Knowledge Modules (Fractal Skills)

1. 1.1 Gather Performance Data

2. 1.2 User Feedback Pattern Analysis

3. 1.3 Failure Mode Classification

4. 1.4 Baseline Performance Report

5. 2.1 Chain-of-Thought Enhancement

6. 2.2 Few-Shot Example Optimization

7. 2.3 Role Definition Refinement

8. 2.4 Constitutional AI Integration

9. 2.5 Output Format Tuning

10. 3.1 Test Suite Development

11. 3.2 A/B Testing Framework

12. 3.3 Evaluation Metrics

13. 3.4 Human Evaluation Protocol

14. 4.1 Version Management

15. 4.2 Staged Rollout

16. 4.3 Rollback Procedures

17. 4.4 Continuous Monitoring

---name: agent-orchestration-improve-agentdescription: Systematic improvement of existing agents through performance analysis, prompt engineering, and continuous iteration.--- # Agent Performance Optimization Workflow Systematic improvement of existing agents through performance analysis, prompt engineering, and continuous iteration. [Extended thinking: Agent optimization requires a data-driven approach combining performance metrics, user feedback analysis, and advanced prompt engineering techniques. Success depends on systematic evaluation, targeted improvements, and rigorous testing with rollback capabilities for production safety.] ## Use this skill when - Improving an existing agent's performance or reliability - Analyzing failure modes, prompt quality, or tool usage - Running structured A/B tests or evaluation suites - Designing iterative optimization workflows for agents ## Do not use this skill when - You are building a brand-new agent from scratch - There are no metrics, feedback, or test cases available - The task is unrelated to agent performance or prompt quality ## Instructions 1. Establish baseline metrics and collect representative examples. 2. Identify failure modes and prioritize high-impact fixes. 3. Apply prompt and workflow improvements with measurable goals. 4. Validate with tests and roll out changes in controlled stages. ## Safety - Avoid deploying prompt changes without regression testing. - Roll back quickly if quality or safety metrics regress. ## Phase 1: Performance Analysis and Baseline Metrics Comprehensive analysis of agent performance using context-manager for historical data collection. ## 🧠 Knowledge Modules (Fractal Skills) ### 1. [1.1 Gather Performance Data](./sub-skills/11-gather-performance-data.md) ### 2. [1.2 User Feedback Pattern Analysis](./sub-skills/12-user-feedback-pattern-analysis.md) ### 3. [1.3 Failure Mode Classification](./sub-skills/13-failure-mode-classification.md) ### 4. [1.4 Baseline Performance Report](./sub-skills/14-baseline-performance-report.md) ### 5. [2.1 Chain-of-Thought Enhancement](./sub-skills/21-chain-of-thought-enhancement.md) ### 6. [2.2 Few-Shot Example Optimization](./sub-skills/22-few-shot-example-optimization.md) ### 7. [2.3 Role Definition Refinement](./sub-skills/23-role-definition-refinement.md) ### 8. [2.4 Constitutional AI Integration](./sub-skills/24-constitutional-ai-integration.md) ### 9. [2.5 Output Format Tuning](./sub-skills/25-output-format-tuning.md) ### 10. [3.1 Test Suite Development](./sub-skills/31-test-suite-development.md) ### 11. [3.2 A/B Testing Framework](./sub-skills/32-ab-testing-framework.md) ### 12. [3.3 Evaluation Metrics](./sub-skills/33-evaluation-metrics.md) ### 13. [3.4 Human Evaluation Protocol](./sub-skills/34-human-evaluation-protocol.md) ### 14. [4.1 Version Management](./sub-skills/41-version-management.md) ### 15. [4.2 Staged Rollout](./sub-skills/42-staged-rollout.md) ### 16. [4.3 Rollback Procedures](./sub-skills/43-rollback-procedures.md) ### 17. [4.4 Continuous Monitoring](./sub-skills/44-continuous-monitoring.md)

Frequently asked questions

Agent Orchestration Improve Agent